Independent component analysis for assessing therapeutic response in vitiligo skin disorder

This paper describes an image analysis technique that objectively measures skin repigmentation for the assessment of therapeutic response in vitiligo treatments. Skin pigment disorders due to the abnormality of melanin production, such as vitiligo, cause irregular pale patches of skin. The therapeut...

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Main Authors: M.H.A., Fadzil, S., Norashikin, H.H., Suraiya, H., Nugroho
Format: Citation Index Journal
Published: 2009
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Online Access:http://eprints.utp.edu.my/416/1/paper.pdf
http://www.scopus.com/inward/record.url?eid=2-s2.0-61649115956&partnerID=40&md5=de9ad61260100257710cfb1f43f91552
http://eprints.utp.edu.my/416/
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spelling my.utp.eprints.4162017-01-19T08:25:48Z Independent component analysis for assessing therapeutic response in vitiligo skin disorder M.H.A., Fadzil S., Norashikin H.H., Suraiya H., Nugroho TK Electrical engineering. Electronics Nuclear engineering This paper describes an image analysis technique that objectively measures skin repigmentation for the assessment of therapeutic response in vitiligo treatments. Skin pigment disorders due to the abnormality of melanin production, such as vitiligo, cause irregular pale patches of skin. The therapeutic response to treatment is repigmentation of the skin. However the repigmentation process is very slow and is only observable after a few months of treatment. Currently, there is no objective method to assess the therapeutic response of skin pigment disorder treatment, particularly for vitiligo treatment. In this work, we apply principal component analysis followed by independent component analysis to represent digital skin images in terms of melanin and haemoglobin composition respectively. Vitiligo skin areas are identified as skin areas that lack melanin (non-melanin areas). Results obtained using the technique have been verified by dermatologists. Based on 20 patients, the proposed technique effectively monitored the progression of repigmentation over a shorter time period of six weeks and can thus be used to evaluate treatment efficacy objectively and more effectively. © 2009 Informa Healthcare USA, Inc. 2009 Citation Index Journal NonPeerReviewed application/pdf http://eprints.utp.edu.my/416/1/paper.pdf http://www.scopus.com/inward/record.url?eid=2-s2.0-61649115956&partnerID=40&md5=de9ad61260100257710cfb1f43f91552 M.H.A., Fadzil and S., Norashikin and H.H., Suraiya and H., Nugroho (2009) Independent component analysis for assessing therapeutic response in vitiligo skin disorder. [Citation Index Journal] http://eprints.utp.edu.my/416/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
M.H.A., Fadzil
S., Norashikin
H.H., Suraiya
H., Nugroho
Independent component analysis for assessing therapeutic response in vitiligo skin disorder
description This paper describes an image analysis technique that objectively measures skin repigmentation for the assessment of therapeutic response in vitiligo treatments. Skin pigment disorders due to the abnormality of melanin production, such as vitiligo, cause irregular pale patches of skin. The therapeutic response to treatment is repigmentation of the skin. However the repigmentation process is very slow and is only observable after a few months of treatment. Currently, there is no objective method to assess the therapeutic response of skin pigment disorder treatment, particularly for vitiligo treatment. In this work, we apply principal component analysis followed by independent component analysis to represent digital skin images in terms of melanin and haemoglobin composition respectively. Vitiligo skin areas are identified as skin areas that lack melanin (non-melanin areas). Results obtained using the technique have been verified by dermatologists. Based on 20 patients, the proposed technique effectively monitored the progression of repigmentation over a shorter time period of six weeks and can thus be used to evaluate treatment efficacy objectively and more effectively. © 2009 Informa Healthcare USA, Inc.
format Citation Index Journal
author M.H.A., Fadzil
S., Norashikin
H.H., Suraiya
H., Nugroho
author_facet M.H.A., Fadzil
S., Norashikin
H.H., Suraiya
H., Nugroho
author_sort M.H.A., Fadzil
title Independent component analysis for assessing therapeutic response in vitiligo skin disorder
title_short Independent component analysis for assessing therapeutic response in vitiligo skin disorder
title_full Independent component analysis for assessing therapeutic response in vitiligo skin disorder
title_fullStr Independent component analysis for assessing therapeutic response in vitiligo skin disorder
title_full_unstemmed Independent component analysis for assessing therapeutic response in vitiligo skin disorder
title_sort independent component analysis for assessing therapeutic response in vitiligo skin disorder
publishDate 2009
url http://eprints.utp.edu.my/416/1/paper.pdf
http://www.scopus.com/inward/record.url?eid=2-s2.0-61649115956&partnerID=40&md5=de9ad61260100257710cfb1f43f91552
http://eprints.utp.edu.my/416/
_version_ 1738655062644752384
score 13.211869